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Case Studies | Computer Science & Engineering | United States of America | Volume 13 Issue 9, September 2024 | Popularity: 6.3 / 10
The Power of Convergence: Platform Ops as the Unifying Force for DevOps, DataOps, and MLOps
Ramakrishna Manchana
Abstract: The convergence of DevOps, DataOps, and MLOps is reshaping the landscape of software development and data-driven innovation. Platform Ops emerges as the unifying force, providing a robust and scalable platform that empowers these disciplines to collaborate seamlessly and deliver value faster. This paper explores the core principles and objectives of Platform Ops, highlighting its role in enhancing DevOps practices, enabling DataOps initiatives, and powering MLOps workflows. Through real-world case studies, we showcase the positive impact of Platform Ops on organizations across various industries. We also delve into emerging trends and technologies that are shaping the future of Platform Ops, emphasizing its evolving relationship with other disciplines. By embracing Platform Ops, organizations can break down silos, accelerate innovation, and achieve greater agility and efficiency in their software delivery and data management practices.
Keywords: Platform Ops, DevOps, DataOps, MLOps, Cloud-Native, Automation, Collaboration, Self-Service, Infrastructure as Code, Containerization, Continuous Integration, Continuous Delivery, Data Pipelines, Machine Learning, Model Deployment, Scalability, Reliability
Edition: Volume 13 Issue 9, September 2024
Pages: 51 - 61
DOI: https://www.doi.org/10.21275/SR24831222641
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